Comparison of Three-Parameter Weibull Distribution Parameter Estimators with the Maximum Likelihood Method

Important distributions used to model and analyse data in various real-life sciences such as natural sciences, engineering, and medicine are the Weibull, Weibull exponential, and Weibull Rayleigh distribution. The main objective of this paper is to determine the best evaluators and compare them for...

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Main Authors: Sejhan Idrizi, Mirlinda Shaqiri, Lazim Kamberi, Senad Orhani
Format: Article
Language:English
Published: Sakarya University 2022-12-01
Series:Sakarya Üniversitesi Fen Bilimleri Enstitüsü Dergisi
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Online Access:https://dergipark.org.tr/tr/download/article-file/2513063
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author Sejhan Idrizi
Mirlinda Shaqiri
Lazim Kamberi
Senad Orhani
author_facet Sejhan Idrizi
Mirlinda Shaqiri
Lazim Kamberi
Senad Orhani
author_sort Sejhan Idrizi
collection DOAJ
description Important distributions used to model and analyse data in various real-life sciences such as natural sciences, engineering, and medicine are the Weibull, Weibull exponential, and Weibull Rayleigh distribution. The main objective of this paper is to determine the best evaluators and compare them for the distribution with three-parameters of Weibull, Weibull Rayleigh and Exponential Weibull. The methods under consideration for comparing the parameter estimators for these distributions is that of maximum likelihood using the statistical program R for the application of real data. Based on the results obtained from this study, the maximum likelihood approach used in estimating the parameters is the comparison between these distributions.
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issn 2147-835X
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publishDate 2022-12-01
publisher Sakarya University
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series Sakarya Üniversitesi Fen Bilimleri Enstitüsü Dergisi
spelling doaj-art-fca6830b3b044c71a3cd8a158f922a592025-08-20T02:40:21ZengSakarya UniversitySakarya Üniversitesi Fen Bilimleri Enstitüsü Dergisi2147-835X2022-12-012661084109210.16984/saufenbilder.113726228Comparison of Three-Parameter Weibull Distribution Parameter Estimators with the Maximum Likelihood MethodSejhan Idrizi0https://orcid.org/0000-0003-1287-6571Mirlinda Shaqiri1https://orcid.org/0000-0002-9330-8156Lazim Kamberi2https://orcid.org/0000-0001-6995-9189Senad Orhani3https://orcid.org/0000-0003-3965-0791University of TetovaUniversity of TetovaUniversity of TetovaUniversity of Prishtina "Hasan Prishtina"Important distributions used to model and analyse data in various real-life sciences such as natural sciences, engineering, and medicine are the Weibull, Weibull exponential, and Weibull Rayleigh distribution. The main objective of this paper is to determine the best evaluators and compare them for the distribution with three-parameters of Weibull, Weibull Rayleigh and Exponential Weibull. The methods under consideration for comparing the parameter estimators for these distributions is that of maximum likelihood using the statistical program R for the application of real data. Based on the results obtained from this study, the maximum likelihood approach used in estimating the parameters is the comparison between these distributions.https://dergipark.org.tr/tr/download/article-file/2513063exponential weibull distributionmaximum likelihoodparametersweibull distributionweibull-rayleigh distribution
spellingShingle Sejhan Idrizi
Mirlinda Shaqiri
Lazim Kamberi
Senad Orhani
Comparison of Three-Parameter Weibull Distribution Parameter Estimators with the Maximum Likelihood Method
Sakarya Üniversitesi Fen Bilimleri Enstitüsü Dergisi
exponential weibull distribution
maximum likelihood
parameters
weibull distribution
weibull-rayleigh distribution
title Comparison of Three-Parameter Weibull Distribution Parameter Estimators with the Maximum Likelihood Method
title_full Comparison of Three-Parameter Weibull Distribution Parameter Estimators with the Maximum Likelihood Method
title_fullStr Comparison of Three-Parameter Weibull Distribution Parameter Estimators with the Maximum Likelihood Method
title_full_unstemmed Comparison of Three-Parameter Weibull Distribution Parameter Estimators with the Maximum Likelihood Method
title_short Comparison of Three-Parameter Weibull Distribution Parameter Estimators with the Maximum Likelihood Method
title_sort comparison of three parameter weibull distribution parameter estimators with the maximum likelihood method
topic exponential weibull distribution
maximum likelihood
parameters
weibull distribution
weibull-rayleigh distribution
url https://dergipark.org.tr/tr/download/article-file/2513063
work_keys_str_mv AT sejhanidrizi comparisonofthreeparameterweibulldistributionparameterestimatorswiththemaximumlikelihoodmethod
AT mirlindashaqiri comparisonofthreeparameterweibulldistributionparameterestimatorswiththemaximumlikelihoodmethod
AT lazimkamberi comparisonofthreeparameterweibulldistributionparameterestimatorswiththemaximumlikelihoodmethod
AT senadorhani comparisonofthreeparameterweibulldistributionparameterestimatorswiththemaximumlikelihoodmethod